{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图处理（Histogram Processing）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "图像灰度统计\n",
    "img:     输入二维图像，灰度图像\n",
    "返回值:  输出统计一维矩阵，长度为256，各个元素取值0~1\n",
    "'''\n",
    "def imgGrayscaleStatistics(img):\n",
    "    statistics_matrix = np.zeros(256, np.float64)\n",
    "    h, w = img.shape\n",
    "    for i in range(h):\n",
    "        for j in range(w):\n",
    "            statistics_matrix[int(img[i,j])] += 1\n",
    "    return statistics_matrix / h / w\n",
    "\n",
    "'''\n",
    "规定化函数灰度统计\n",
    "processfunc(x):  规定化函数，数学上对应自变量和因变量取值范围均为0~1的函数\n",
    "返回值:          输出统计一维矩阵，长度为256，各个元素取值0~1\n",
    "'''\n",
    "def funcGrayscaleStatistics(processfunc):\n",
    "    statistics_matrix = np.zeros(256, np.float64)\n",
    "    BASE_NUM = float(1 / 255)\n",
    "    sum_of_y = 0.0\n",
    "    for i in range(256):\n",
    "        statistics_matrix[i] = processfunc(BASE_NUM * i)\n",
    "        sum_of_y += processfunc(BASE_NUM * i)\n",
    "    return statistics_matrix / sum_of_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "直方图均衡化\n",
    "histogram: 一维矩阵，长度为256，各个元素取值为0~1，输入统计直方图，统计各个灰度值的概率\n",
    "返回值:    一维矩阵，长度为256，各个元素取值为0~1，输出均衡直方图，均衡化后的灰度直方图\n",
    "'''\n",
    "def histogramEqualization(histogram):\n",
    "    result_matrix = np.zeros(256, np.float64)\n",
    "    sum_of_probability = 0.0\n",
    "    for i in range(256):\n",
    "        sum_of_probability +=  histogram[i]\n",
    "        result_matrix[i] = sum_of_probability\n",
    "    return result_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "矩阵映射\n",
    "img_matrix:    输入的图像均衡化矩阵，一维矩阵，长度为256，每个元素的取值范围为0~1\n",
    "func_matrix:   输入的规定化函数均衡矩阵，一维矩阵，长度为246，每个元素的取值范围为0~1\n",
    "返回值:        灰度值映射矩阵，一维矩阵，长度为256，每个元素的取值范围为0~255\n",
    "'''\n",
    "def matrixMapping(imgmatrix, funcmatrix):\n",
    "    grayscale_mapping_matrix = np.zeros(256, np.int32)\n",
    "    for i in range(256):\n",
    "        delta = np.abs(funcmatrix - imgmatrix[i])\n",
    "        grayscale_mapping_matrix[i] = np.argmin(delta)\n",
    "    return grayscale_mapping_matrix\n",
    "\n",
    "'''\n",
    "图像变换\n",
    "img:            输入二维图像矩阵，灰度图\n",
    "mappingmatrix:  灰度值映射矩阵，一维矩阵，长度为256，每个元素取值为0~255\n",
    "返回值:         输出二维图像矩阵，变换后的图像\n",
    "'''\n",
    "def imgTransformation(img, mappingmatrix):\n",
    "    h, w = img.shape\n",
    "    result_img = np.zeros((h, w), img.dtype)\n",
    "    for i in range(h):\n",
    "        for j in range(w):\n",
    "            result_img[i,j] = mappingmatrix[int(img[i,j])]\n",
    "    return result_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "直方图处理\n",
    "img:             二维图像矩阵，灰度图片，可以使用matplotlib库的imread读取图片\n",
    "processfunc(x):  自定义的函数，对应数学中自变量和因变量取值范围均为0~1的函数,规定化函数\n",
    "返回值:          二维图像矩阵,直接灰度变换后的图片\n",
    "\n",
    "'''\n",
    "def histogramProcessing(img, processfunc):\n",
    "    img_grayscale_statistics = imgGrayscaleStatistics(img)\n",
    "    func_grayscale_statistics = funcGrayscaleStatistics(processfunc)\n",
    "    img_equalization_matrix = histogramEqualization(img_grayscale_statistics)\n",
    "    func_equalization_matrix = histogramEqualization(func_grayscale_statistics)\n",
    "    mapping_matrix = matrixMapping(img_equalization_matrix, func_equalization_matrix)\n",
    "    return imgTransformation(img, mapping_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "img = plt.imread(\"../../src/Lenna.jpg\")\n",
    "img = 0.3 * img[:,:,0] + 0.59 * img[:,:,1] + 0.11 * img[:,:,2]\n",
    "\n",
    "def processfunc1(x):\n",
    "    return 1\n",
    "img_transformed_1 = histogramProcessing(img, processfunc1)\n",
    "\n",
    "def processfunc2(x):\n",
    "    return x\n",
    "img_transformed_2 = histogramProcessing(img, processfunc2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(131), plt.imshow(img, \"gray\"), plt.title(\"Original Image\"), plt.axis(\"off\")\n",
    "plt.subplot(132), plt.imshow(img_transformed_1, \"gray\"), plt.title(\"Histogram Equalization\"), plt.axis(\"off\")\n",
    "plt.subplot(133), plt.imshow(img_transformed_2, \"gray\"), plt.title(\"Histogram Specification\"), plt.axis(\"off\")\n",
    "plt.subplots_adjust(top=1.5, right=1.3)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
